Case Study: How Cargill Leverages AI to Transform its Global Operations


Cargill, a Minneapolis-based company with a legacy spanning over 158 years, stands as the largest privately held company in the US. With operations spread across 70 countries, it employs approximately 155,000 people and generates an estimated annual revenue of $165 billion. Cargill’s vast portfolio services food, agriculture, financial, and industrial customers in over 125 countries. Given its immense scale, the company has shown a significant inclination toward leveraging digital and data solutions, with an emphasis on Artificial Intelligence (AI) to drive efficiency, innovation, and sustainable growth.

Key Takeaways

  • Cargill has harnessed AI-enhanced satellite monitoring to ensure deforestation-free supply chains across its key commodities by 2030.
  • Through a partnership with Satelligence, Cargill is able to rapidly process satellite images to gain insights into crop distribution and instances of deforestation globally.
  • Regulatory pressures in Europe have pushed industry players like Cargill to innovate and ensure products are sourced from non-deforested lands since 2021.
  • Cargill’s commitment to restoring ecosystems is demonstrated by their ambitious project to rejuvenate approximately 100,000 hectares of land in Brazil, equivalent to the size of New York City.
  • The digital transformation led by Jennifer Hartsock, CDIO at Cargill, aims to balance outsourced and insourced talent and address the challenges posed by disconnected employees, roughly two-thirds of their workforce.
  • Cargill’s AI endeavors, such as generative AI, are still in the early stages, focusing on data ingestion and market research synthesis.

Deep Dive: How Cargill Leverages AI to Transform its Global Operations


Cargill’s foray into AI is multi-faceted. It’s not only about efficiency but also innovation. Cargill has been focusing on partnerships with tech entities to leverage their specialized capabilities. An instance of this is their collaboration with Satelligence, a geospatial sustainability company. They also worked on enhancing customer and employee experiences digitally, ranging from B2B customer interactions to enhancing frontline worker experiences.


One of the most notable implementations is the use of Satelligence’s AI-based solutions for monitoring deforestation risks in its supply chains. Additionally, the company has been working on ‘Digital Saathi’, a mobile-first AI-driven platform, in collaboration with Bayer, aimed at empowering farmers. Internally, Cargill has been focused on a digital transformation, optimizing ERP outcomes, ensuring data governance, and exploring advanced analytics and machine learning. Their push for generative AI is still in its early days, focusing on ingesting large volumes of data and synthesizing it for various teams.


Cargill has successfully mapped 100% of its direct soy suppliers in Brazil and 100% of grains purchased directly in South America. The adoption of AI has provided valuable insights into their complex supply chains, enhanced their sustainable sourcing strategies, and improved the customer and employee digital experience.

Challenges and Barriers

While Cargill has made significant strides in its digital journey, challenges persist. The European Parliament’s new laws requiring products to not originate from deforested lands since 2021 puts pressure on companies to ensure strict compliance. The financial cost of new technologies may also impact smallholder farmers, potentially pricing them out of supply chains. The company had to balance between outsourced and insourced talent and had to address concerns of a vast unwired employee base, ensuring their digital needs were also addressed.

Future Outlook

Given Cargill’s robust embrace of AI and its dedication to furthering its digital and data strategies, the future looks promising. Their efforts towards achieving deforestation-free supply chains by 2030, alongside commitments to GHG reduction targets, highlight the company’s sustainability ambitions. As AI and related technologies continue to evolve, it’s anticipated that Cargill will further integrate these tools, expanding its reach, enhancing efficiency, and driving transformative change across its global operations.

Bayer partners Cargill to bring digital solutions, market info to farmers
Examining Cargill’s push to nurture growth through digital and data strategies
Cargill harnesses AI-enhanced satellite monitoring for anti-deforestation supply chains

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